Load Packages and Data

Clean Data

Counts

Visualizations

Missing Data

## Warning: Raster pixels are placed at uneven horizontal intervals and will be shifted
## ℹ Consider using `geom_tile()` instead.

## Saving 7 x 5 in image
## Warning: Raster pixels are placed at uneven horizontal intervals and will be shifted
## ℹ Consider using `geom_tile()` instead.

Species, Sex, and Size Distributions

## Warning: Removed 10 rows containing non-finite values (`stat_ydensity()`).

## Warning: Removed 10 rows containing non-finite values (`stat_boxplot()`).

## Warning: Removed 1 rows containing non-finite values (`stat_boxplot()`).

## # A tibble: 9 × 3
## # Groups:   especie_nombre_latino [5]
##   especie_nombre_latino  sexo_correcto     n
##   <chr>                  <chr>         <int>
## 1 Caretta caretta        Indefinido        2
## 2 Chelonia mydas         Hembra          248
## 3 Chelonia mydas         Indefinido      380
## 4 Chelonia mydas         Macho            23
## 5 Eretmochelys imbricata Indefinido        7
## 6 Lepidochelys olivacea  Hembra           10
## 7 Lepidochelys olivacea  Indefinido        1
## 8 Lepidochelys olivacea  Macho             4
## 9 <NA>                   <NA>              1

Captures and Recaptures

GTBK Recapture Visualizations

They went out 880 times total and there were 188 instances of recapture

##   [1] 10 10 10 10  3  3  3 10  5 10  6  6  6  6  6  6  6  9  9  9 10  3  3  4  4
##  [26]  4  4  4  6  6  5 12  7  7 10 10 11 11 11 11 12 12 11 11 11 11  2  2  2  3
##  [51]  3  3  3  3  3  3  3  3  3  4  4  4 11 11 11  5  5  5  5  6  6  6  6  6  6
##  [76]  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7  7  7  7  7  7  7  8  8  8
## [101]  8  8  8  8  8  8  8  9  9  9  9  5 10 10 10 10 10 10  1  1  1  1  1  3  3
## [126]  3  3  3  3  3  3 11 11 11 11 11 11  5 12  1  1  1  9  2  4  4  4  4  4  4
## [151]  4  5  5  5  5  5  5  5  5  3 11 11 11 11 11 12 12 12 12 12 12 12 12 12 11
## [176] 11 12 12 12 12 12 12 11 11 11 11 12 12 12 12 12 12 12  8  9  9  9  9 10 10
## [201] 10  7  7  7  7  7  7  7  8  8  8  8  8  8  8  8  8  8  9  9 10 10  5  5  5
## [226]  5  6  6  6  6  6  6  6  6  6  6  5  5  6  6  6  6  6  6 12 12 12 12 12  1
## [251]  1  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4  4  4  4  4  4  4  4  4  4
## [276]  4  4  2  2  2  2  4  4  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6
## [301]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  1  1  1  7  7  7  7
## [326]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  1  1  1  8  8  8
## [351]  8  8  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  6 10 10 10 10 10 10 10
## [376] 10 10 10 11 11 11 11 11  2  3  3  3  4  4  4  4  4  4  4  4  4  4  4  4  4
## [401]  6  6  6  6  6  6  6  6 NA 10  5  5  5  5  5  5  5  5  5  5  5  5  6  7  7
## [426]  7  7  7  7  7  7  7  8  8  8  8  8  8  8  8  8  9  9  9  9 10 NA 10 10 10
## [451] 10 10 10 10 10 10 10 10 10 10 10 11 11 12 12 12 12  2  2  3  3  3  3  3  3
## [476]  4  4  4  4  4  4  4  4  4  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
## [501]  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  7
## [526]  7  7  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9
## [551]  9  9  9  9  9  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10
## [576] 10 10 11 11 11 11 11 11 11 11 12 12 12 12 12 12 12 12 12 12 12 12  2  2  2
## [601]  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4  4  5  5  5  5  5  5  5  5  5
## [626]  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5 NA  6  6  6  6
## [651]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  7  7  7
## [676]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  8  8  8  8  8  9  9  9  9  9
## [701]  9 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 11 11 11
## [726] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 12 12 12 12 12 12 12 12 12 12  2
## [751]  2  3  3  3  3  3  3  3  3  3  3  3  3  4  4  4  4  4  4  4  4  4  4  4  4
## [776]  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
## [801]  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
## [826]  6  6  6  6  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  8  8  8  8  8  8
## [851]  8  8  9  9  9  9  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 11 11 11 11
## [876] 11 11 11 11 11
##   [1] 2010 2010 2010 2010 2011 2011 2011 2012 2012 2013 2013 2013 2013 2013 2013
##  [16] 2013 2013 2013 2013 2013 2013 2014 2014 2014 2014 2014 2014 2014 2014 2014
##  [31] 2014 2014 2014 2014 2014 2014 2014 2014 2014 2014 2014 2014 2015 2015 2015
##  [46] 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015
##  [61] 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015
##  [76] 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015
##  [91] 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015
## [106] 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015
## [121] 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015 2015
## [136] 2015 2015 2015 2015 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [151] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [166] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [181] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [196] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [211] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [226] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016 2016
## [241] 2016 2016 2016 2016 2016 2016 2016 2016 2016 2017 2017 2017 2017 2017 2017
## [256] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [271] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [286] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [301] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [316] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [331] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [346] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [361] 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017 2017
## [376] 2017 2017 2017 2017 2017 2017 2017 2017 2018 2018 2018 2018 2018 2018 2018
## [391] 2018 2018 2018 2018 2018 2018 2018 2018 2018 2018 2018 2018 2018 2018 2018
## [406] 2018 2018 2018   NA 2018 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019
## [421] 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019
## [436] 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019   NA 2019 2019 2019
## [451] 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019 2019
## [466] 2019 2019 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [481] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [496] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [511] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [526] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [541] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [556] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [571] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020
## [586] 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2020 2021 2021 2021
## [601] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [616] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [631] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [646]   NA 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [661] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [676] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [691] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [706] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [721] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021
## [736] 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2021 2022
## [751] 2023 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [766] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [781] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [796] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [811] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [826] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [841] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [856] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
## [871] 2022 2022 2022 2022 2022 2022 2022 2022 2022 2022
##  [1]  1  2  3  4  5  6  7  8  9 10 11 12 NA
##  [1]  1  2  3  4  5  6  7  8  9 10 11 12

## `summarise()` has grouped output by 'marca_nombre'. You can override using the
## `.groups` argument.

## `summarise()` has grouped output by 'marca_nombre'. You can override using the
## `.groups` argument.
## `geom_line()`: Each group consists of only one observation. ℹ Do you need to
## adjust the group aesthetic?
## `geom_line()`: Each group consists of only one observation. ℹ Do you need to
## adjust the group aesthetic?

GTBK Turtle Capture Visualizations

## `summarise()` has grouped output by 'fecha', 'mes'. You can override using the
## `.groups` argument.
## `summarise()` has grouped output by 'mes'. You can override using the `.groups`
## argument.
## `summarise()` has grouped output by 'fecha', 'mes'. You can override using the
## `.groups` argument.
## Warning: There was 1 warning in `mutate()`.
## ℹ In argument: `year_month = ym(paste(año, mes, sep = "-"))`.
## ℹ In group 218: `fecha = NA`, `mes = NA`.
## Caused by warning:
## ! All formats failed to parse. No formats found.
## Warning: Removed 4 rows containing missing values (`position_stack()`).

## Warning: Unknown or uninitialised column: `mes`.
## integer(0)
##  [1] 2014 2015 2016 2017 2018 2020 2021 2022 2015 2016 2017 2019 2020 2021 2022
## [16] 2014 2015 2016 2019 2020 2021 2015 2016 2017 2018 2020 2021 2023 2015 2016
## [31] 2017 2014 2015 2016 2017 2019 2020 2021 2022 2013 2014 2015 2016 2017 2018
## [46] 2019 2020 2021 2022 2014 2015 2016 2017 2018 2020 2021 2022 2012 2014 2015
## [61] 2016 2017 2019 2020 2021 2022 2014 2015 2016 2017 2019 2020 2021 2022 2010
## [76] 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2013 2015 2016 2017
## [91] 2019 2020 2021 2022

## Saving 7 x 5 in image

## Saving 7 x 5 in image

## Saving 7 x 5 in image

Turtle Media

A Green sea turtle hatchling headed toward the sea.

A Green sea turtle hatchling headed toward the sea.

A Hawksbill sea turtle laying her nest on Buck Island.

A Hawksbill sea turtle laying her nest on Buck Island.